Pandas Profiling Report

Dataset statistics

Number of variables	12
Number of observations	500
Missing cells	6
Missing cells (%)	0.1%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	47.0 KiB
Average record size in memory	96.3 B

Variable types

Categorical	2
Numeric	10

Alerts

`Lifetime Post Total Reach` is highly correlated with `Lifetime Post Total Impressions` and 6 other fields	High correlation
`Lifetime Post Total Impressions` is highly correlated with `Lifetime Post Total Reach` and 7 other fields	High correlation
`Lifetime Engaged Users` is highly correlated with `Lifetime Post Total Reach` and 6 other fields	High correlation
`Lifetime Post Consumers` is highly correlated with `Lifetime Post Total Reach` and 5 other fields	High correlation
`Lifetime Post Consumptions` is highly correlated with `Lifetime Post Total Reach` and 3 other fields	High correlation
`Comments` is highly correlated with `Lifetime Post Total Reach` and 4 other fields	High correlation
`Likes` is highly correlated with `Lifetime Post Total Reach` and 6 other fields	High correlation
`Shares` is highly correlated with `Lifetime Post Total Impressions` and 4 other fields	High correlation
`Total Interactions` is highly correlated with `Lifetime Post Total Reach` and 6 other fields	High correlation
`Lifetime Post Total Reach` is highly correlated with `Lifetime Post Total Impressions` and 3 other fields	High correlation
`Lifetime Post Total Impressions` is highly correlated with `Lifetime Post Total Reach`	High correlation
`Lifetime Engaged Users` is highly correlated with `Lifetime Post Total Reach` and 6 other fields	High correlation
`Lifetime Post Consumers` is highly correlated with `Lifetime Engaged Users` and 1 other fields	High correlation
`Lifetime Post Consumptions` is highly correlated with `Lifetime Engaged Users` and 1 other fields	High correlation
`Comments` is highly correlated with `Lifetime Engaged Users` and 3 other fields	High correlation
`Likes` is highly correlated with `Lifetime Post Total Reach` and 4 other fields	High correlation
`Shares` is highly correlated with `Lifetime Engaged Users` and 3 other fields	High correlation
`Total Interactions` is highly correlated with `Lifetime Post Total Reach` and 4 other fields	High correlation
`Lifetime Post Total Reach` is highly correlated with `Lifetime Post Total Impressions` and 3 other fields	High correlation
`Lifetime Post Total Impressions` is highly correlated with `Lifetime Post Total Reach` and 3 other fields	High correlation
`Lifetime Engaged Users` is highly correlated with `Lifetime Post Total Reach` and 3 other fields	High correlation
`Lifetime Post Consumers` is highly correlated with `Lifetime Post Total Reach` and 3 other fields	High correlation
`Lifetime Post Consumptions` is highly correlated with `Lifetime Post Total Reach` and 3 other fields	High correlation
`Comments` is highly correlated with `Likes` and 1 other fields	High correlation
`Likes` is highly correlated with `Comments` and 2 other fields	High correlation
`Shares` is highly correlated with `Likes` and 1 other fields	High correlation
`Total Interactions` is highly correlated with `Comments` and 2 other fields	High correlation
`Lifetime Post Total Reach` is highly correlated with `Lifetime Post Total Impressions` and 6 other fields	High correlation
`Lifetime Post Total Impressions` is highly correlated with `Lifetime Post Total Reach` and 3 other fields	High correlation
`Lifetime Engaged Users` is highly correlated with `Lifetime Post Total Reach` and 7 other fields	High correlation
`Lifetime Post Consumers` is highly correlated with `Lifetime Post Total Reach` and 2 other fields	High correlation
`Lifetime Post Consumptions` is highly correlated with `Lifetime Engaged Users` and 1 other fields	High correlation
`Comments` is highly correlated with `Lifetime Post Total Reach` and 5 other fields	High correlation
`Likes` is highly correlated with `Lifetime Post Total Reach` and 4 other fields	High correlation
`Shares` is highly correlated with `Lifetime Post Total Reach` and 5 other fields	High correlation
`Total Interactions` is highly correlated with `Lifetime Post Total Reach` and 4 other fields	High correlation
`Comments` has 106 (21.2%) zeros	Zeros
`Shares` has 13 (2.6%) zeros	Zeros
`Total Interactions` has 6 (1.2%) zeros	Zeros

Reproduction

Analysis started	2022-04-26 12:14:48.420216
Analysis finished	2022-04-26 12:15:03.279386
Duration	14.86 seconds
Software version	pandas-profiling v3.1.0
Download configuration	config.json

Category
Categorical

Distinct	3
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Memory size	4.0 KiB

1	215
3	155
2	130

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2
2nd row	2
3rd row	3
4th row	2
5th row	2

Common Values

Value	Count	Frequency (%)
1	215	43.0%
3	155	31.0%
2	130	26.0%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
1	215	43.0%
3	155	31.0%
2	130	26.0%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

Post Month
Real number (ℝ_≥0)

Distinct	12
Distinct (%)	2.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.038

Minimum	1
Maximum	12
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.0 KiB

Quantile statistics

Minimum	1
5-th percentile	1.95
Q1	4
median	7
Q3	10
95-th percentile	12
Maximum	12
Range	11
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	3.307936046
Coefficient of variation (CV)	0.470010805
Kurtosis	-1.136445822
Mean	7.038
Median Absolute Deviation (MAD)	3
Skewness	-0.1222623099
Sum	3519
Variance	10.94244088
Monotonicity	Decreasing

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
10	60	12.0%
7	52	10.4%
12	50	10.0%
4	50	10.0%
6	49	9.8%
11	45	9.0%
5	37	7.4%
9	36	7.2%
3	36	7.2%
8	34	6.8%
Other values (2)	51	10.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	25	5.0%
2	26	5.2%
3	36	7.2%
4	50	10.0%
5	37	7.4%
6	49	9.8%
7	52	10.4%
8	34	6.8%
9	36	7.2%
10	60	12.0%

Value	Count	Frequency (%)
12	50	10.0%
11	45	9.0%
10	60	12.0%
9	36	7.2%
8	34	6.8%
7	52	10.4%
6	49	9.8%
5	37	7.4%
4	50	10.0%
3	36	7.2%

Paid
Categorical

Distinct	2
Distinct (%)	0.4%
Missing	1
Missing (%)	0.2%
Memory size	4.0 KiB

0.0	360
1.0	139

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	1.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	360	72.0%
1.0	139	27.8%
(Missing)	1	0.2%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
0.0	360	72.1%
1.0	139	27.9%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

Lifetime Post Total Reach
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	485
Distinct (%)	97.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13903.36

Minimum	238
Maximum	180480
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.0 KiB

Quantile statistics

Minimum	238
5-th percentile	1326.55
Q1	3315
median	5281
Q3	13168
95-th percentile	54319.2
Maximum	180480
Range	180242
Interquartile range (IQR)	9853

Descriptive statistics

Standard deviation	22740.78789
Coefficient of variation (CV)	1.63563253
Kurtosis	16.79992731
Mean	13903.36
Median Absolute Deviation (MAD)	2855.5
Skewness	3.679156464
Sum	6951680
Variance	517143433.8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2232	2	0.4%
3754	2	0.4%
5280	2	0.4%
3322	2	0.4%
2645	2	0.4%
5290	2	0.4%
9528	2	0.4%
3414	2	0.4%
3358	2	0.4%
6692	2	0.4%
Other values (475)	480	96.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
238	1	0.2%
391	1	0.2%
452	1	0.2%
584	1	0.2%
617	1	0.2%
619	1	0.2%
645	1	0.2%
652	1	0.2%
659	1	0.2%
677	2	0.4%

Value	Count	Frequency (%)
180480	1	0.2%
158208	1	0.2%
153536	1	0.2%
139008	1	0.2%
128064	1	0.2%
122944	1	0.2%
109056	1	0.2%
105632	1	0.2%
100768	1	0.2%
98816	1	0.2%

Lifetime Post Total Impressions
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	494
Distinct (%)	98.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	29585.948

Minimum	570
Maximum	1110282
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.0 KiB

Quantile statistics

Minimum	570
5-th percentile	2451.7
Q1	5694.75
median	9051
Q3	22085.5
95-th percentile	110238.5
Maximum	1110282
Range	1109712
Interquartile range (IQR)	16390.75

Descriptive statistics

Standard deviation	76803.24667
Coefficient of variation (CV)	2.595936648
Kurtosis	94.00195526
Mean	29585.948
Median Absolute Deviation (MAD)	4670.5
Skewness	8.35100834
Sum	14792974
Variance	5898738699
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
12735	2	0.4%
8745	2	0.4%
7004	2	0.4%
4372	2	0.4%
8533	2	0.4%
6503	2	0.4%
32576	1	0.2%
11373	1	0.2%
4954	1	0.2%
7278	1	0.2%
Other values (484)	484	96.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
570	1	0.2%
726	1	0.2%
746	1	0.2%
1029	1	0.2%
1071	1	0.2%
1096	1	0.2%
1117	1	0.2%
1158	1	0.2%
1240	1	0.2%
1285	1	0.2%

Value	Count	Frequency (%)
1110282	1	0.2%
665792	1	0.2%
497910	1	0.2%
457509	1	0.2%
453213	1	0.2%
319133	1	0.2%
277100	1	0.2%
252207	1	0.2%
251269	1	0.2%
229733	1	0.2%

Lifetime Engaged Users
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	414
Distinct (%)	82.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	920.344

Minimum	9
Maximum	11452
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.0 KiB

Quantile statistics

Minimum	9
5-th percentile	169.75
Q1	393.75
median	625.5
Q3	1062
95-th percentile	2581.25
Maximum	11452
Range	11443
Interquartile range (IQR)	668.25

Descriptive statistics

Standard deviation	985.016636
Coefficient of variation (CV)	1.070270069
Kurtosis	34.11123064
Mean	920.344
Median Absolute Deviation (MAD)	283.5
Skewness	4.515919585
Sum	460172
Variance	970257.7732
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
537	4	0.8%
206	3	0.6%
424	3	0.6%
517	3	0.6%
564	3	0.6%
338	3	0.6%
1062	3	0.6%
421	3	0.6%
1141	3	0.6%
541	3	0.6%
Other values (404)	469	93.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
9	1	0.2%
15	1	0.2%
17	1	0.2%
24	1	0.2%
25	1	0.2%
37	2	0.4%
66	2	0.4%
84	1	0.2%
97	1	0.2%
103	1	0.2%

Value	Count	Frequency (%)
11452	1	0.2%
8072	1	0.2%
6164	1	0.2%
5352	1	0.2%
4840	1	0.2%
4544	1	0.2%
4258	1	0.2%
3984	1	0.2%
3872	1	0.2%
3742	1	0.2%

Lifetime Post Consumers
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	422
Distinct (%)	84.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	798.772

Minimum	9
Maximum	11328
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.0 KiB

Quantile statistics

Minimum	9
5-th percentile	123.95
Q1	332.5
median	551.5
Q3	955.5
95-th percentile	2319.4
Maximum	11328
Range	11319
Interquartile range (IQR)	623

Descriptive statistics

Standard deviation	882.5050131
Coefficient of variation (CV)	1.104827176
Kurtosis	44.95625301
Mean	798.772
Median Absolute Deviation (MAD)	264
Skewness	5.033074953
Sum	399386
Variance	778815.0982
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
182	3	0.6%
642	3	0.6%
319	3	0.6%
482	3	0.6%
322	3	0.6%
374	3	0.6%
503	3	0.6%
513	3	0.6%
335	3	0.6%
298	3	0.6%
Other values (412)	470	94.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
9	1	0.2%
15	1	0.2%
17	1	0.2%
23	1	0.2%
25	1	0.2%
37	2	0.4%
59	1	0.2%
63	1	0.2%
65	1	0.2%
71	1	0.2%

Value	Count	Frequency (%)
11328	1	0.2%
5934	1	0.2%
5202	1	0.2%
4754	1	0.2%
4100	1	0.2%
4010	1	0.2%
3822	1	0.2%
3682	1	0.2%
3586	1	0.2%
3464	1	0.2%

Lifetime Post Consumptions
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	440
Distinct (%)	88.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1415.13

Minimum	9
Maximum	19779
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.0 KiB

Quantile statistics

Minimum	9
5-th percentile	153.95
Q1	509.25
median	851
Q3	1463
95-th percentile	4540.5
Maximum	19779
Range	19770
Interquartile range (IQR)	953.75

Descriptive statistics

Standard deviation	2000.594118
Coefficient of variation (CV)	1.413717551
Kurtosis	31.37938201
Mean	1415.13
Median Absolute Deviation (MAD)	420
Skewness	4.817636457
Sum	707565
Variance	4002376.827
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
599	3	0.6%
730	3	0.6%
795	3	0.6%
889	3	0.6%
719	3	0.6%
513	3	0.6%
652	3	0.6%
431	3	0.6%
337	2	0.4%
913	2	0.4%
Other values (430)	472	94.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
9	1	0.2%
19	1	0.2%
20	1	0.2%
26	1	0.2%
31	1	0.2%
49	1	0.2%
55	1	0.2%
70	1	0.2%
71	1	0.2%
95	1	0.2%

Value	Count	Frequency (%)
19779	1	0.2%
18115	1	0.2%
14974	1	0.2%
12074	1	0.2%
11064	1	0.2%
9614	1	0.2%
9237	1	0.2%
8415	1	0.2%
8308	1	0.2%
8049	1	0.2%

Comments
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	46
Distinct (%)	9.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.482

Minimum	0
Maximum	372
Zeros	106
Zeros (%)	21.2%
Negative	0
Negative (%)	0.0%
Memory size	4.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	3
Q3	7
95-th percentile	25.05
Maximum	372
Range	372
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	21.18090975
Coefficient of variation (CV)	2.830915497
Kurtosis	183.43997
Mean	7.482
Median Absolute Deviation (MAD)	3
Skewness	11.76756353
Sum	3741
Variance	448.6309379
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=46)

Value	Count	Frequency (%)
0	106	21.2%
2	71	14.2%
1	62	12.4%
4	44	8.8%
3	36	7.2%
6	26	5.2%
7	20	4.0%
5	20	4.0%
9	15	3.0%
10	11	2.2%
Other values (36)	89	17.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	106	21.2%
1	62	12.4%
2	71	14.2%
3	36	7.2%
4	44	8.8%
5	20	4.0%
6	26	5.2%
7	20	4.0%
8	8	1.6%
9	15	3.0%

Value	Count	Frequency (%)
372	1	0.2%
146	1	0.2%
144	1	0.2%
103	1	0.2%
64	1	0.2%
60	1	0.2%
58	1	0.2%
56	1	0.2%
51	1	0.2%
47	1	0.2%

Likes
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	257
Distinct (%)	51.5%
Missing	1
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%
Mean	177.9458918

Minimum	0
Maximum	5172
Zeros	5
Zeros (%)	1.0%
Negative	0
Negative (%)	0.0%
Memory size	4.0 KiB

Quantile statistics

Minimum	0
5-th percentile	7
Q1	56.5
median	101
Q3	187.5
95-th percentile	534.1
Maximum	5172
Range	5172
Interquartile range (IQR)	131

Descriptive statistics

Standard deviation	323.3987416
Coefficient of variation (CV)	1.817399314
Kurtosis	119.1824443
Mean	177.9458918
Median Absolute Deviation (MAD)	54
Skewness	8.955312968
Sum	88795
Variance	104586.7461
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
98	7	1.4%
79	6	1.2%
53	6	1.2%
72	6	1.2%
7	6	1.2%
148	6	1.2%
32	5	1.0%
0	5	1.0%
48	5	1.0%
101	5	1.0%
Other values (247)	442	88.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	5	1.0%
1	1	0.2%
2	3	0.6%
3	3	0.6%
4	4	0.8%
5	1	0.2%
6	3	0.6%
7	6	1.2%
8	1	0.2%
9	1	0.2%

Value	Count	Frequency (%)
5172	1	0.2%
1998	1	0.2%
1639	1	0.2%
1622	1	0.2%
1572	1	0.2%
1546	1	0.2%
1505	1	0.2%
1372	1	0.2%
1155	1	0.2%
1047	1	0.2%

Shares
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	88
Distinct (%)	17.7%
Missing	4
Missing (%)	0.8%
Infinite	0
Infinite (%)	0.0%
Mean	27.26612903

Minimum	0
Maximum	790
Zeros	13
Zeros (%)	2.6%
Negative	0
Negative (%)	0.0%
Memory size	4.0 KiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	10
median	19
Q3	32.25
95-th percentile	76.25
Maximum	790
Range	790
Interquartile range (IQR)	22.25

Descriptive statistics

Standard deviation	42.61329216
Coefficient of variation (CV)	1.562865492
Kurtosis	208.5429536
Mean	27.26612903
Median Absolute Deviation (MAD)	10
Skewness	12.16137931
Sum	13524
Variance	1815.892669
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
14	20	4.0%
13	20	4.0%
26	16	3.2%
10	16	3.2%
17	15	3.0%
11	15	3.0%
16	15	3.0%
7	14	2.8%
2	14	2.8%
18	14	2.8%
Other values (78)	337	67.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	13	2.6%
1	11	2.2%
2	14	2.8%
3	10	2.0%
4	7	1.4%
5	9	1.8%
6	10	2.0%
7	14	2.8%
8	11	2.2%
9	12	2.4%

Value	Count	Frequency (%)
790	1	0.2%
208	1	0.2%
181	1	0.2%
147	1	0.2%
139	1	0.2%
128	1	0.2%
123	1	0.2%
122	1	0.2%
121	1	0.2%
109	1	0.2%

Total Interactions
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	280
Distinct (%)	56.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	212.12

Minimum	0
Maximum	6334
Zeros	6
Zeros (%)	1.2%
Negative	0
Negative (%)	0.0%
Memory size	4.0 KiB

Quantile statistics

Minimum	0
5-th percentile	9.95
Q1	71
median	123.5
Q3	228.5
95-th percentile	605.85
Maximum	6334
Range	6334
Interquartile range (IQR)	157.5

Descriptive statistics

Standard deviation	380.233118
Coefficient of variation (CV)	1.7925378
Kurtosis	138.71578
Mean	212.12
Median Absolute Deviation (MAD)	67.5
Skewness	9.712906039
Sum	106060
Variance	144577.224
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
75	6	1.2%
39	6	1.2%
0	6	1.2%
67	5	1.0%
90	5	1.0%
117	5	1.0%
97	5	1.0%
126	4	0.8%
121	4	0.8%
17	4	0.8%
Other values (270)	450	90.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	6	1.2%
2	3	0.6%
3	2	0.4%
4	2	0.4%
5	2	0.4%
6	3	0.6%
7	4	0.8%
8	1	0.2%
9	2	0.4%
10	4	0.8%

Value	Count	Frequency (%)
6334	1	0.2%
2177	1	0.2%
1974	1	0.2%
1873	1	0.2%
1806	1	0.2%
1777	1	0.2%
1626	1	0.2%
1439	1	0.2%
1290	1	0.2%
1174	1	0.2%

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.

First rows

	Category	Post Month	Paid	Lifetime Post Total Reach	Lifetime Post Total Impressions	Lifetime Engaged Users	Lifetime Post Consumers	Lifetime Post Consumptions	Comments	Likes	Shares	Total Interactions
0	2	12	0.0	2752	5091	178	109	159	4	79.0	17.0	100
1	2	12	0.0	10460	19057	1457	1361	1674	5	130.0	29.0	164
2	3	12	0.0	2413	4373	177	113	154	0	66.0	14.0	80
3	2	12	1.0	50128	87991	2211	790	1119	58	1572.0	147.0	1777
4	2	12	0.0	7244	13594	671	410	580	19	325.0	49.0	393
5	2	12	0.0	10472	20849	1191	1073	1389	1	152.0	33.0	186
6	3	12	1.0	11692	19479	481	265	364	3	249.0	27.0	279
7	3	12	1.0	13720	24137	537	232	305	0	325.0	14.0	339
8	2	12	0.0	11844	22538	1530	1407	1692	0	161.0	31.0	192
9	3	12	0.0	4694	8668	280	183	250	3	113.0	26.0	142

Last rows

	Category	Post Month	Paid	Lifetime Post Total Reach	Lifetime Post Total Impressions	Lifetime Engaged Users	Lifetime Post Consumers	Lifetime Post Consumptions	Comments	Likes	Shares	Total Interactions
490	3	1	0.0	5280	8703	951	911	1237	1	79.0	30.0	110
491	3	1	1.0	6184	10228	956	901	1140	1	105.0	46.0	152
492	1	1	0.0	45920	5808	753	655	763	0	128.0	9.0	137
493	3	1	0.0	8412	13960	1179	1111	1632	17	185.0	55.0	257
494	3	1	0.0	5400	9218	810	756	1003	10	125.0	41.0	176
495	3	1	0.0	4684	7536	733	708	985	5	53.0	26.0	84
496	2	1	0.0	3480	6229	537	508	687	0	53.0	22.0	75
497	1	1	0.0	3778	7216	625	572	795	4	93.0	18.0	115
498	3	1	0.0	4156	7564	626	574	832	7	91.0	38.0	136
499	2	1	NaN	4188	7292	564	524	743	0	91.0	28.0	119

Overview

Variables

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Interactions

Correlations

Spearman's ρ

Pearson's r

Kendall's τ

Cramér's V (φc)

Phik (φk)

Missing values

Sample

First rows

Last rows